Steve Agent
conformance: passremote_httpJacobian Lens · 2 sites · target width 768 · MonumentalSystems/harmonic-gpt-128m-byte-agent-multiparty@368884ecb5db
Lens artifact MonumentalSystems/harmonic-gpt-128m-byte-agent-multiparty-lens@74c7dc09a1f9 · framework custom-pytorch · ModernByteTransformer
The fitted transport is applied, then the model's exact decoding path. Works for any site.
Readouts show what each site contributes to the next-token guess at that position.
Analyse a prompt to see what the model computes internally.
Each column is a token, each row an internal site. Reading down a column shows how the model's guess for what comes next changes as computation proceeds.
Frozen runs
Every completed analysis is stored under a content-addressed id, pinned to the exact lens revision that produced it. Links render without touching the runtime.
| Request | Completion | Settles at | Source | When | Compare |
|---|---|---|---|---|---|
| user: Dog's are great! | Do | Block 16 post-residual | live | 2026-08-30 01:51 | as A |
| The capital of France is | t | Block 16 post-residual | live | 2026-08-18 13:58 | as A |
| user: status? | Hello! H | Block 16 post-residual | live | 2026-08-18 11:42 | as A |
Conformance report
- ✓Manifest present
- ✓Bundle format
- ✓Manifest schema
- ✓No unresolved placeholders
- ✓Transport artifact
- ✓Transport tensors present
- ✓Transport shapes and orientation
- ✓Tensor byte ranges match dtype and shape
- ✓No executable/pickle artifacts
- ✓validation.json
- ✓fit-report.json
- ✓README.md
- ✓CAPABILITY_REPORT.md
- ✓Golden fixture consistent with manifest
- ✓Execution mode
- ✓Runtime URL uses HTTPS
- ✓Estimator is declared
- —Position-diagonal isolation— hutchinson over 8 probes — unbiased for the diagonal, but the off-diagonal blocks remain as variance, which can flip the argmax of a top-1 readout. Treat low-margin readouts as noise.
- ✓Application is affine
- ✓Grid compatibility